{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "###Python for data \n",
    "This is a jupyter test file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from matplotlib import rcParams\n",
    "# rcParams['axes.edgecolor']='white'\n",
    "# rcParams['xtick.color']='black'\n",
    "# rcParams['ytick.color']='black'\n",
    "# rcParams['axes.labelcolor']='black'\n",
    "# rcParams['text.color']='black'\n",
    "rcParams['figure.facecolor']=(1, 1, 1, 1)\n",
    "# rcParams['figure.edgecolor']=(1, 1, 1, 1)\n",
    "rcParams['font.family']='simhei'\n",
    "rcParams['font.size']=13\n",
    "\n",
    "# list=[(param, value) for param, value in plt.rcParams.items() if 'font' in param]\n",
    "# list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# names1880=pd.read_csv('data/ch02/names/yob1880.txt',names=['name','sex','births'])\n",
    "# count_by_sex=names1880.groupby('sex').births.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "years=range(1880,2011)\n",
    "pieces=[]\n",
    "columns=['name','sex','births']\n",
    "\n",
    "for year in years:\n",
    "    relative_path='Machine Learning/python for DA/DATA/ch02/names/yob%d.txt'  % year\n",
    "    frame=pd.read_csv(relative_path,names=columns)\n",
    "    frame['year']=year\n",
    "    pieces.append(frame)\n",
    "\n",
    "names=pd.concat(pieces,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plt_year_sex():\n",
    "    year_sex=names.pivot_table(values='births',columns=['sex'],index=['year'],aggfunc=np.sum)\n",
    "    year_sex.plot(title='Year-Sex')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def add_prop(group):\n",
    "    births=group.births.astype(float)\n",
    "    group['prop']=births/births.sum()  #births.sum()是对按year,sex分组后的小组内求和\n",
    "    return group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names=names.groupby(['year','sex']).apply(add_prop) #得到1880年name1 Female人数占 1880年 Female总人数的比例\n",
    "check=np.allclose(names.groupby(['year','sex']).prop.sum(),1)\n",
    "check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEaCAYAAADZvco2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmf8PDIaEXDfjv1YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359a42bd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_year_sex()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_top1000(group):\n",
    "    return group.sort_values(by='births',ascending=False)[:1000]  \n",
    "\n",
    "grouped=names.groupby(['year','sex'])\n",
    "top1000=grouped.apply(get_top1000)      #分组后每个小组内排序并取前1000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###分析命名趋势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\pandas\\core\\reshape\\pivot.py:135: FutureWarning: 'year' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  grouped = data.groupby(keys)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAJsCAYAAAA2g4/rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359a42b7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boys=top1000[top1000.sex=='M']\n",
    "girls=top1000[top1000.sex=='F']\n",
    "\n",
    "total_births=pd.pivot_table(top1000,values='births',index='year',columns='name',aggfunc=sum)\n",
    "subset=total_births[['John','Harry','Mary','Marilyn']].fillna(0.0)\n",
    "subset.plot(subplots=True,figsize=(12,10),grid=False,title='Number of births per year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\pandas\\core\\reshape\\pivot.py:135: FutureWarning: 'year' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  grouped = data.groupby(keys)\n",
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\pandas\\core\\reshape\\pivot.py:135: FutureWarning: 'sex' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  grouped = data.groupby(keys)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13596711ba8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAGJCAYAAAAkIy99AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VGX68PHvlGQmvRcgIRB6ka4oHVQWVgURXERdARcD\n6qrX64rgTxZRFxV1FdyFXcCCUlwsFAVFROklSCehlwQIKaRM2vSZ8/5xyMCQBEKdIPfnus41mVOf\nM5lk7nnK/WgURVEQQgghhBA+o/V1AYQQQgghbnUSkAkhhBBC+JgEZEIIIYQQPiYBmRBCCCGEj0lA\nJoQQQgjhYxKQCSGEEEL4mARk4qa3a9cuZs+eXWn98uXLWbBgAZLZRfxe3czv7astu81mu+Jjy8vL\nr+raQlwPEpCJm96xY8cYM2YM69ev91r/2muvsX79ejQajY9KVjOHDx/m5ZdfJjs7+7KOW7VqFd26\ndSMnJ+eKrz1x4kQmT558Rce63W5GjBjB2rVra3yM0+lk7Nixle510aJFjBw5krKyshqfa8WKFSQn\nJ3Po0KGL7mez2ZgwYQLFxcXMnTuXVq1aAfDmm2+SlpaGxWKhadOm7Nixo8bXBmjUqBGvvvrqZR1T\nYezYsTz//PM13r+oqIhWrVqxa9cur/X/+9//6Nq1K6WlpZd1/dWrV6PRaDCZTJfc12Kx8M4771zy\nfZaZmcncuXMrrd+1axe33347WVlZXuvfffddBg4ceMnA7B//+Af333+/1zq3203Tpk1ZsGDBRY91\nu91otVo2bdrktb5x48YsXLjwoscKcaNJQCZuOg6HA7PZjNPpBOChhx7ipZdeQqs993b+6aefyMjI\n4O233wbUf8xms9nzz99isdC6dWvWrFlT6fyff/45SUlJ1KlTh48++shrm8vl4sUXXyQqKormzZuz\nbt06r+25ubkMGDCA0NBQ+vTpU+lDqCpvvfUW7733Xo32reB2u3nllVdISkoiPj6+xsdd6Pbbb+eN\nN97gt99+u+xj09PT+fzzz9Hr9TU+RqvVsnv3bgYMGIDdbvesX7x4MVlZWQQHB9f4XIqicPz4cUJC\nQi66n8FgoLi4mGHDhuHn54e/vz9Hjhxh2rRp1KtXj7S0NE6fPk3z5s1rfG3Ac64rkZqaWilIuJj0\n9HSOHz9OkyZNvNavXbuWgICAal+D+fPnExYWVmm9n58fQI3Kv2HDBl599VW2b9/OhAkTmDRpEpMm\nTeLVV19lxYoVnv2OHDnC3/72t0rHp6WlkZeXR926db3Wr169mpiYmGq/MJnNZux2O0ajEaPRiN1u\nx2q1Amrt9+nTpzl58iRTp05l6tSp/Pzzz55jTSYT+fn5FBcXo9fr8fPzo6ioCIvFgslkIjAwELvd\nzqFDh0hPT8dsNl/ydRDieqv5f1Ihaon58+czcuTISuvffffdSusiIiK8nmdnZxMbG0tKSgrp6emV\n9l+1ahUjR47k5Zdfplu3bowZM4amTZvSr18/AF5//XVmzpzJRx99hNvt5qGHHiI9PZ24uDgAHn74\nYbKzs1mwYAErV65kyJAhbNq0qdoPnV9//ZW5c+fSt29fRo4cSWpqKoGBgZd8DaZMmcK2bdvYtm1b\nlbUEderUYe/evURFRXnWjR8/nilTplR5vjvuuKPK9aWlpZ4gKS0tDX9/f8+H+MKFC4mJiaFevXpk\nZGR4HedwOLDZbLRu3dprvVarZd68eXTr1o0DBw7Qpk0bysvLWbx4MatWrbrkfZ+vIqioKuA43+HD\nh+natSt16tRhz549lJeX89NPPzF48GD27t3L1q1bueeeezyvu9vtxmazERAQcMnrV5Thcmm12moD\nWbfbjcPhwGAweNalp6fTp08fgoKCPOucTieLFy9mxIgRXl8sEhMTadSoEYAnmLlQxe/wwoDMZDIR\nHh7utW7+/Pn07duX5s2bs3nzZl5//XWeffZZz+u+fft2oqKiCAwMrPI1S09P54EHHvD6G8jPz+fX\nX39lypQpXmVv0qQJ9erVA6B79+7s27cPRVFwuVyEhYUxcuRIZsyYwTvvvMOzzz5LXFwcWVlZTJgw\nwaum9v/+7//4/PPP0el0OBwOevfuzcCBA0lOTmbBggWcOnWKyZMnExoaym+//UZaWpqn5lQIn1GE\nuMmUlpYqhYWFit1ur/ExZrNZycrKUpxOpzJ06FClQ4cOCqCsXr3aa7/evXsrAwYM8DxfsGCB0qdP\nH885goKClA8++MCzPSUlRXnjjTcURVGUtWvXKoCyY8cORVEUxe12K82aNVPWrVtXZZlOnTqlxMfH\nK+PGjVOsVqvStm1bpV+/fkp5eflF72XRokWK0WhUVqxYUWnb7t27leDgYGXlypWVtk2cOFEZOnTo\nRc9d4fDhwwrg9Rrr9XolODhYCQsLU8LCwhRACQgI8Dw/fwkICFC0Wm2l80ZGRiphYWFe5wkODlYA\nz/Px48fXqIwrV65UAKWgoOCi+y1evFi59957lS5duiiAEhERoQwYMEC57777lFdeeUXp27evAngt\nbdu29RyflZVVafvFlk6dOl2y7D179rzoOQYPHqwoiqJs2LChyu3Lli1Tli5dquj1eiUpKcmzBAcH\nK2PHjvW697i4uErX/+233xRAcTgciqIoypkzZ5TBgwcrzZo1U4qLiz37nTlzRjEajcoXX3yhKIqi\n5OTkKICSn5/v2adLly7Ke++9p2zevFlJSkryrJ83b16VZU9LS1OmTZumGI1Gr7IbjUZl+vTplcr6\n4Ycfer1vv/rqKyUmJkaxWCyKoijKuHHjPH+jVTEYDEpaWppy7NgxxWKxKBaLRQkLC1P27t2rHDly\npEbvISFuBGmyFDed4OBgIiIi+Nvf/saYMWO8ln/+85+V9k9JSWHatGnUrVsXnU6HyWSqsjbG6XSy\nadMmHn74Yc+6/v37s3HjRpxOJ9u2baO8vLzS9tWrVwNq81GjRo1o3749ABqNhn79+nm2ny87O5t7\n772XNm3a8Oabb2IwGFiyZAnp6encc8891TZfzpw5k2HDhvHf//6XZcuW8eSTT3o6N+fn5zN48GD+\n9re/ce+991Y6tm7durRs2ZLCwkIKCgowmUzVLsHBwQwcONDTLAxqrVdpaSkmk4mff/6ZoKAgDh48\niMlk4rXXXqNXr16e481mMy6Xq1IZLBYLW7Zs8ZzHZDJRWlqKoiiYTCbuv//+Ko+rSkU/tIKCgovu\n9+CDD7J06VICAgJo0aIFTZo0oVGjRnz66ae8+OKL/Prrrxw8eBBFUZg7dy7du3dn69atnuMrapE2\nb96MoiiepW3btrz99tte68aNG+dVs3Ux7dq14/jx45WWI0eO8OGHHwJqDZfBYKCoqMizxMbGYjQa\n+eijj3jmmWfIyMjwLI888ki1zZCKomCz2bw6tJeVlfHuu+/StGlTTp48yYwZMwgNDfVs//DDD7Fa\nrcTExABw/PhxgoKCPH9HdrudwMDAKmt1jUYjTZo08ZS7og+an58fM2bM4K233vIqe7du3S7ZhOpy\nuRg3bhzPP/88RqMRs9nMrFmzmDBhgmcft9vN6tWrmTFjBikpKTgcDgYMGMAvv/zCl19+SYsWLSgu\nLiYhIcHTVHlhTboQviABmbhpff7554SHh3PnnXdy5513YjKZ+PHHHwHo3bs3r7/+OqB2iD7/Q+jH\nH3+s8h9wUVFRpWa28PBw/Pz8OHXqFDk5OYSFhZGQkODZnpiYyLFjxwDIycmp1ER3/vYKq1atomPH\njkRFRbFo0SKWL1+ORqMhNjaWNWvWkJOTQ8uWLfnXv/7l6TMDUFJSwrJly5g+fTrDhw9n9OjRbN68\nmR49erBp0ya6detG586dee2116p8vUaPHs3EiRN5+eWXiY6OJiIiotolPj6eJUuWVNkEVRF4TJo0\nicTEREANtAoLC6u87vlq0sRX02bAAwcOALBz586L7nf06FF69+5NaGgoEydOxOl04ufnx3333cec\nOXNwOp2eTvEVTdrnBwY6na5G5bnc/Q0GAw0aNKi0NGrUyPO6VpwrPDzcs2g0GlasWEFqaiqvvPKK\n1zkvbOoEtV+jRqNBq9ViNBq9muYaNGjA999/z7x580hNTaVPnz6ebSdOnGDq1KlefTN//vln7HY7\nDRo0IDo6mu+++w6DweC1z/mvg1ar9ZS7oolz9uzZmM1mxowZU23ZXS4XVqsVt9vttd1qtTJ79mxm\nzpxJYmIijRs3pqioiJEjR9KgQQNMJhNarZZPPvmE3bt3069fP/R6Pb/88gujRo1i+PDhJCUlYTQa\n+cMf/uB5fUtLS0lLS6vR702I60UCMnHTMhgM9OvXjxEjRjBixAg6derk+SANCAjwBBM6nc7rQ7K6\n/lwVwc+FfWgCAgIoKCjAarVWu63i+Itt37NnD0OGDOHee+/lnnvuYdWqVQQFBXmOMRqNJCcns2PH\nDu655x6ef/556taty6JFiwAIDQ3l+++/5y9/+QsArVu3ZvPmzZhMJrp27cof/vAHvvjii0uOKp0+\nfTpOp9OrZqeoqIhHHnmEunXr8uWXX1Z77N69e+nTpw/+/v6MGTPG0zFfq9V6PpQrBlCc/2FawW63\ne9WOXbg4HA6vWrmL2bhxI5GRkVWO7DvfggUL6NSpE19//TVFRUX06NGDt956i1GjRjF9+nQiIiLY\ns2cPoAYvDRs29Dr+ckfp3ohRvb169WLp0qV89tlnLF682LO+qoAsJiaG7OxsTp8+TUZGhlefrZ9+\n+on169fzxz/+sdI1/vKXv9CsWTPPlwyXy8X8+fOZPHkyJpOJRo0aefp7XY6hQ4fyv//9j3HjxpGa\nmlpl2Tds2EBSUhJJSUm89957LFy4kIYNG5KUlET79u1ZvHgxS5cu5YcffmDnzp3MmDGDzMxMT7+8\nefPmMXPmTP74xz96alwzMzM9fTyPHj3KrFmzaN68ObGxscyfP582bdpUGsUqxI0knfrFTUur1XL/\n/fd7/gnbbDbuvvtuz7aqvrVfTMWHwYU1NP7+/lgsFgwGQ7XbKo53OBzVbi8tLSU1NZV58+bx2GOP\nVbpuRXnDw8P59ttv+fHHH/nggw8893Sh/fv3M2HCBAoLC/nqq6+8mlJrcp8VFi5cyIsvvkifPn1I\nT0+vFFRWKC8vJyUlhZ07d5Kbm0u/fv3YuHGj1z7nByN79+6tVGNot9urHUBQ4YUXXrjkPZw+fZqN\nGzeyePFiHn74YdLT06vtlD127FhADbaeffZZUlNT0el09OvXj8WLF9O1a1c2bNjAyJEjOXDgAIMH\nD/Y6XrnMfFkX7r9582a6dOlS5b4XBm8xMTHk5eV5rbPZbJX2CwoKolevXqxatYo333yTQYMGAXhG\nJZ5Pq9VWGombn58PQMeOHau9jylTpuB2uxk1ahQAs2bNIisriyeeeAKHw0FGRoZXbXFVDh48WKns\n0dHRNGjQgH//+9+88847noDy/LL37NmT9PR0iouLURSF1q1bc+rUKc85MjMzsVqtnlq4iqDr/C9e\nH374IS+99BJ169YlLi6OVatWodPp2LRpE1FRUZ5Rn2+//TZ/+ctfqFOnDm3atLno/QhxPUlAJm5q\ny5Yto1evXgC8//77VaaxqKnIyEi0Wi3Z2dle3/wrhslHR0dXyp9VVFTk6T8THR1dKZfV+du7du3K\n8ePHK42uq65GpX///vTv399rnc1mY9myZcyZM4fly5d7Pvz/9Kc/VTp+8ODBfPPNN57n2dnZ+Pv7\nV2pS+8c//sHdd9/tSfFRkZvK6XSi0+mIiIjg9OnTPPLII+zfvx+9Xk9YWBiLFi1CURQMBgNTp05l\n1apVLFu2DLfbjcViITY2tlKZzu8f5nK5+PXXX6vs73Yps2bNomHDhjzwwAM89NBDjB8/nu+//77K\nff/617/yySefeJ6fHxBmZGSQl5fHwIEDcTgcpKam8t5773kdX1Fjd9ddd1U69+7duys1G14YfFUE\nGYsWLfL0L6zK1KlTWb58eaX1BoPBKwdYs2bNPD+PGTOGKVOmsG7dOnr06IHNZqtxH7ZL6dChg+dn\nm83G22+/TUpKCj169OCJJ54gODj4kjVkTZo08fTHs9lsXoHhM888Q8+ePTl+/DgNGzasVPalS5cy\ndepUFi9ejM1mIyEhgR49erBgwQI2bNhAdna2JyArLi4GvP+WBg0aRMeOHbnzzjvx9/enf//+PPro\noxw6dMjrd/nkk0/SuHFjgoODL/tLnBDXkgRk4qb2zTffeJoZLkwMe7n0ej1t2rQhNTWVTp06AXDo\n0CHKy8uJj4+nQYMGWK1Wr9qYnTt3ej5kOnbsyKxZszzJKC/cXnGNK/Xss88yZ84cwsPDady4MT16\n9Kg2AB0zZkylJKu33XZbtR3g09LSqmz6Gz58OHPmzOGxxx4jKyuLTz/9lCeeeALAK+AyGo3o9fpq\na9cAnn76aUaPHs22bds4efIkTz31FMOGDWP69OkMHToUUIOWefPmsXDhwmr7kh0/fpz33nuPmTNn\nAvDqq6/Svn17Fi5c6DnP+aZPn8706dPp0KEDb7/9NgMGDOCTTz5h9uzZJCUlUb9+fYKCgnjxxRfx\n9/evlI9Mr9czfPhw/v73v3vSSYDaKf+RRx5h/PjxnnVff/01+/bt8zq+IkioU6cODRo0qPb1CQ8P\nr7b/2fmv6/lBR/369enduzcLFy6kR48eWCwWr9QYVbmSLPUGg4FNmzYRGxtLhw4dSElJ4b777kOr\n1Xqav6tS0YcM8OoPCdCtWzcaNmzIN998w9ixYyuVPScnh8aNG3uuf+zYMU8N9HPPPed1royMDKZN\nm+Z5XlZWVqnpuUJVtZWLFy+mR48el3oZhLiu5OuAuKmVlZV5+h9VNA2C2sn8wg+AmhgwYAD/+c9/\nPMfOnDmTxo0bU7duXSIjI+natSsffPABoNbwfPLJJ/Ts2ROAe++9l5KSEubPnw+oHyjfffedZ/vV\neuqpp/jmm284ceIEw4YNu+T+FwZ/mZmZOBwOr75jiqLQtWtXxo0bV2l9eXk5U6dOBeDLL79k3bp1\nlZJ71lRxcTGzZ88mKCiIrKwsjhw5QkJCAh9//DGjRo3yNKH16tWLAwcO8Nhjj1XZB83pdPLkk0/S\nqVMnHn/8cQBatWrF+PHjGT16dJXZ9g0GA99//z0HDx5k48aNLF++nLfeessTSGk0Gp577jn+/e9/\nM2rUqEo1lhEREcyZM8crGKvOww8/XO2giutl6tSpntHFZWVlXqMkz2exWHjrrbdo2bJlteeqqGmq\nSkJCAv7+/gwZMoTw8HD+8Ic/eK55JX9roAawFclkLyx7WloaO3fu9Hyx8Pf3JygoCKvVSnZ2Nvn5\n+RQWFmIymSgpKQHO1cAGBwdTWlqK3W73vJ+HDx9O586dK73HgSvqCyfEtSY1ZOKmNmLEiCqbLP/5\nz39etLamOs888wz//e9/ueuuu0hOTmbRokV8/PHHnu0TJ06kb9++5OTkUFhYyK5du5gzZw4AgYGB\nvPzyy6SkpLBixQo2bdpE3bp1K/VJulLt2rWjXbt2V3z8pWpOLnR+OoOKWr6TJ09e0bV/+OEHmjZt\nSpMmTbz64j344INs2LCB6Ohozpw5w5EjR/jhhx/o3LkzkyZN4o033vCcw2638+c//5mjR49W6rs2\nYcIE1q9fz7333suXX35J3759vbYPGTKE3bt3s2LFCoYMGYLVamXevHk0b96c5s2be9KMHD9+3KuG\n81qq+PJQnYsFNecfd2Ft1Pn99AoLC72CGrvdjsvl4j//+Q+TJ0/Gbrczbty4KoNdm81GUlIS06dP\n9+rjeKF//etflJeXe5rJN2zYAMCWLVsq7et2uz1lr2ruyfObcC8se2pqKp07d+bPf/6z1zEbN26k\nf//++Pn5efUVDQ0NxW63e97nFQmNnU4nkydPZv78+ZVS0FSMgE5OTq72foW4USQgEzetCz+Yzv+Q\nOT9wqerDpzpxcXGkpqYyduxYMjIymD17tmdUI8Ddd9/NqlWreOONNzAajfz666+0aNHCs33SpEnE\nxsby2Wefcfvtt/PBBx9UmSm9qnJfbiCwdu3ai47oGz58eI3Oczmd1s+vWSgvL8fPzw+NRoPVasXp\ndHo+fCvSFsTHx6PT6Zg5c6Zn0IGfnx95eXkoioJGo6Ft27aAOi/jq6++Sm5uLosXL/aqjTtw4ADD\nhw8nIyODdevWedJCVPD392fZsmWefndPPfUUEydO9DpHaWkpS5cupVevXvz73/9m/vz55OTkMH78\neA4fPszq1asZOnQow4YNY/bs2dXWNFVwu901eu0qfr816StX0URXoWLGgwvTtFw4eATUfGwZGRle\ntT3r168nPz+f8ePHe/J3BQcHs3fvXkANlCs6sn///fcUFxdXmp6p4ncOavD197//ncmTJ1earsnp\ndHq9Hx0OB4cPH65R2StSTkRHRwPqtErZ2dl8/PHHHDx4kNGjR/Pggw/Sp08fWrZsyc6dOwkICECj\n0eByuTCbzZSUlLB//366dOmC2+3mwIEDLF++nE8//ZTCwkIWLVpEt27dAPVvx2Kx8Nlnn9GwYUOv\nGS2E8JnrlnJWiOssPDzck2n/+eefVxISEpSBAwd6tufm5ip9+/ZVgoODlXfeecdHpby01atXK4Bi\ntVprfMz06dOVnj17Vrt99OjRymOPPXbRc3zyySfKxIkTlbCwMGXy5Mk1Lqter1fmzJmjBAQEKCEh\nIVVm6g8ODlZ0Op1y/PhxRVEUZevWrcrJkycVRVGUFStWKIGBgYrRaPQ6JiQkRJkxY0ala2ZkZCgh\nISFK165dPeeojtVqVV599VUlODhY2bx5s6fMLVq0UJKTk5U5c+YobrdbURRF+fbbb5WQkBBl6NCh\nSmFhoaIoirJz504lKSlJeeCBBy75WjRv3lx5/fXXL7lfRbb9n3/+WSkqKqp2GTdunBITE+N17Pr1\n6xWDweC1rlOnTsovv/zief7BBx8o3bt3VyIjI5UxY8Z47btz507l8ccfV/Ly8rzW2+12pXfv3opW\nq/Vk0Nfr9cro0aOrvM8lS5Yon376qRIUFKQ88MADisvl8my32WzKn//8Z6Vz585Kx44dPevnzp2r\nNGvWzPPcarUqSUlJysGDBz3rXn75ZaVr166V3oMff/yxMmrUKK9yrFmzRnnppZeUXr16KYmJiUpA\nQEClWQAq/s7Xrl2r6HQ65bbbblOmTZtWafaLSZMmKYGBgcodd9yh/PTTT5XuWQhfqHFAtmfPHqV1\n69Y1PvHKlSuVu++++4oKJcSluN1uRavVegKyCRMmKH379lV+/fVXr/0GDRqkPProo0pmZqYPSlkz\nFVMAlZSU1PiYDz744JIBWcX0O9WZMmWK0rJlS2Xo0KGXDHQuLGtFUHOj7NixwzPNT01UBFiKoigO\nh0NZuXKlVxChKIpisViUjRs3Vnns+VMDVSc+Pl559dVXa1ym6+Xw4cPKypUrFZPJdF3On5ycrHz1\n1VfKmjVrlIcfflgxm82V9hk0aJDSuXNnZenSpZd17p07dypr166tcrqwS00hpijq/wGbzabYbDbF\n6XR6bTt16lS1x124rxC1gUZRLl3nvmPHDoYMGYLb7a40iXBVVq5cyeOPP07Lli2vKg2BEKJqNpsN\nh8Ph6ScjhBDi5lajDisffvih15DiS/nXv/5V5ZyCQohrw2AwSDAmhBC/IzUKyL744gtuu+22Gp/0\nu+++q9TpVgghhBBCVK1GAVltnMtNCCGEEOL3wqdpL2bNmsWsWbMAdVj7hRmyhRBCCCFqo4yMDE9S\n62vBpwFZSkoKKSkpAHTq1Ilt27b5sjhCCCGEEDVSMcXetSJTJwkhhBBC+NgVB2Tvv/8+L7zwwrUs\nixBCCCHELalGechuBGmyFEIIIcTN4lrHLdJkKYQQQgjhYzK5uBBCCCGuiZKSEvLy8qqcRP5mExQU\nREJCAlrtjam7koBMCCGEEFetpKSE3Nxc6tWrR0BAwE2dk9TtdpOVlUV+fj6xsbE35JrSZCmEEEKI\nq5aXl0e9evUIDAy8qYMxAK1WS1xcHMXFxTfumjfsSkIIIYT43XI4HAQEBPi6GNeMn58fTqfzhl1P\nAjIhhBBCXBM3e83Y+W70vUhAJoQQQgjhYxKQCSGEEEL4mARkQgghhBA+JgGZEEIIIYSPSUAmhBBC\niFrl/fffp379+sTExPDEE0/gdDo5efIk9913H7Gxsdx2221s2rQJgG3bthEXF0dhYSFlZWUkJCSw\nbt06H9/B5ZOATAghhBC1RlFREWPHjmXt2rWcPn0avV7Pnj17ePzxx3nwwQfJycnh9ddf54knngDU\nOSVHjBjBhAkT+Mc//sHAgQPp0aOHj+/i8snk4kIIIYS4avv376dFixZXfR63283tt99OYmIi9913\nH/369SMiIoKQkBDi4uI8+5WVlZGVlUVYWBhWq5WOHTtit9vZsWMHISEhV10OuPg9Xeu4RaZOEkII\nIUStodVq2bJlCxs2bGDt2rV07NiRr7/+GoADBw4QHh4OQEFBAcHBwQBYrVYsFgtOpxOz2XzNArIb\nSZoshRBCCFFrHDlyhDZt2tCuXTsmTpxI27Zt2blzJ927d+ejjz4CYNOmTTRs2BC73Q7As88+y2OP\nPcZf//pXUlJSfFn8KyY1ZEIIIYSoNRo3bszjjz9O69atcTgctGvXjscff5xBgwYxZswY6tSpQ1RU\nFN9++y0BAQF888037Nixg08//RSdTsf//vc/5syZw4gRI3x9K5dF+pAJIYQQ4qpdqz5ktcmN7EMm\nTZZCCCGEED4mAZkQQgghhI9JQCaEEEII4WMSkAkhhBBC+JgEZEIIIYQQPiYBmRBCCCGEj0lAJoQQ\nQgjhYxKQCSGEEOKWMWfOHPz9/YmPj/csbdq08XWxJFO/EEIIIW4tXbp0Yc2aNb4uhhepIRNCCCGE\n8DGpIRNCCCHENff69+nsO11yQ67Vsm4orz3Q6oZc63qRGjIhhBBC3FI2bdrk6T/WoUMHXxcHkBoy\nIYQQQlwHtbnGSvqQCSGEEEKISiQgE0IIIYTwMQnIhBBCCCF8TAIyIYQQQtwyRowYUev6j4EEZEII\nIYQQPidqAgEoAAAgAElEQVQBmRBCCCGEj0lAJoQQQgjhYxKQCSGEEEL4mARkQgghhBA+JgGZEEII\nIYSPSUAmhBBCCOFjEpAJIYQQQviYBGRCCCGEuGVMmjQJjUbDgQMHAHjkkUfQaDQ+LpUEZEIIIYS4\nBe3atQuAnTt3+rgkKgnIhBBCCHFLadasGbt27aK8vBy9Xu/r4gBQO0ohhBBCiN+XH8dDzt4bc634\n26D/OzXevUOHDuzatYs9e/bQrl079u3bdx0LVzNSQyaEEEKIW0rjxo05fPgwu3btok2bNr4uDiA1\nZEIIIYS4Hi6jxupG02q1REVFsWLFCsaMGePr4gBSQyaEEEKIW1CbNm1YtmxZrakhk4BMCCGEELec\nNm3aEBERQb169XxdFEACMiGEEELcgtq2bcttt93m62J4SB8yIYQQQtwyJk2a5Pl59erVACiK4qPS\nnCM1ZEIIIYQQPiYBmRBCCCGEj0lAJoQQQgjhYxKQCSGEEOKaqA19sa6VG30vNQrI9u7dW+ORCF9/\n/TUNGjQgMTGRTz755KoKJ4QQQoibg5+fHxaLxdfFuGYcDscNnefykgHZjh07GDhwIKWlpZc82aFD\nhxgxYgQLFy5k3759TJs2jbS0tGtSUCGEEELUXrGxsWRlZWE2m2/6mjK3201ubi5hYWE37JqXDP0+\n/PBDpk2bxnPPPXfJk3399df069ePzp07AzBy5Ei++uorWrduffUlFUIIIUStFRoaCsDp06dxOBw+\nLs3VCwoKIjo6+oZd75IB2RdffEFmZmaNTnbixAk6duzoeZ6cnMyCBQtqdOyBnFJ6vf0TPdxbuM/1\nK1a/MDYm/z8aNGhE63qhNIsPwaDX1ehcQgghhLjxQkNDPYGZuDyXDMg0Gk2NT+Z2uwkPD/c8DwoK\nwmQyVbv/rFmzmDVrFgDx7jMsdz5FkKuYQr94gm37aL9/G6/v/jP/5+6OTqulQVQgnSMtDHIso0XJ\nBozthqDv+RL4BdS4jEIIIYQQtc017a0WFRXlFYCZzWZ0uuprtVJSUkhJSQGgUz09QU3vg44jiEzu\nDYXH8Pvur/zzxH8ZF7+fdREPUf/EEjpmrkVRIE1pSLsN72Pf/RX+Az6AJvfWrJBuN+SlQ8YGyNoO\njfpA22FwGYGnEEIIIcS1dE0Dsq5duzJ9+nT+7//+D4DU1FSSkpJqdnBcKxg699zz6MZoRvwAW2cR\nu2oSQ3LWgiEU7noGa8enyMkx8vTiL3mpZBaN5g/B3XwA2obdofAoFBxVHy0mCIg4t2h1cHIrWArV\nawREwN6vYc9X8MBUiGhw7vpOGxxYBtl7oPHdkNRVPV4IIYQQ4hrTKDUYCpGRkUGvXr3IyMi46H52\nu52mTZvywgsv0KhRI0aMGMHSpUvp3r37JQvSqVMntm3bVvXGwuNqbVaTvmA81zZtMtt5Y8lO4tM/\n5gW/JRiw49IHQmQjdNGNIDASrMVgKVIXhxXqdYQG3dQltB5s/xR+fg0UN9w9UV2/cx7sWagegwZQ\nIDgOWg6E5verwVrBEXUpPAaJd0CPsaDzu+R9CiGEEOLmd9G45QpcUUD2/vvvc/LkSaZNm1Zp38OH\nDzN27FhOnjzJc889x4gRI2pUkKu5sRVp2by3eDMl5WbOEA5oCA/0o3XdMIbdUZ++reLw010kw4fp\nJCz7f3DkZ/W5zh+a3wft/6wGW4d/hvRF6qPTeu44Y5ga1OXtg4Q7YMinEJ7ofe6iTDj6CzTsCVGN\nruj+hBBCCFG7+CQguxGu9sasDhfH88vJLDBzorCcjAIzaw+eIctkIS7UwLA76vPoHfWJDTVWfQJF\ngf3fQ1kutHoIgqIq72MrhYyNEBAOUY0hMErte5b2LXz3gtqkOei/0LSf2jS6Zbp6TsWtHp/cGzo9\nCc36X/vatLz9UHzq4n3pnHb1utJfTgghhLgqEpBdBpdbYfWBPOZuyWTtoTNoNNAgKoiWdUJpUSeE\nlnVD6dIoGqPfNegbVnAUvh4BOXsguinkH1Jr0DqOhNYPwaGVsH0OlJyC4HiIbnLuWEUBQ4i6Lrqp\nugRFQ246ZO+G7F2QdwDiW0OLAWpAFxipHnfkFzXwO/qreq4nvoPknpXLZymC//ZQm3z7T1GbZoUQ\nQghxRSQgu0IZ+eV8v/s06adL2JddwolCMwCJkQG8MaA1vZvHXv1FHFb45XU4sQXaPaqO3jQEn9vu\ndqnNnrvmQXk+oDlbW6VRBxoUHAGX3fucGh3EtlCDtFO/QfFJ0OqhYQ8oOQ1nDqgB3h1PqX3fNBp4\nelPlVCCLn1b7xYXUUYPCVg9B3zchLOHq71sIIYS4xUhAdo2UWh1sPV7IWz/s5+iZcvq3jmfiAy2p\nE+bDnGZuF5gyIf8wlOWpgVhcq3PBlaLA6R2wbynsX6bWdnV+GloNAr0/HFsDXwyE7i/B3X8/d95D\nP8GCP6kDD7q9CJs+gg0fAhp1oILiBodZXbR6uCMFGt8jTZtCCCFENSQgu8bsTjez1x/jo18Oo9Nq\neKBNXQINOvz1Wgw6LaEBfrRNDOe2emHXpmnzels8Rk3lMXo9xLVUU3/MuFNN8ZGyBvQGdT/TCfh5\nImSerU3zC1IfS3PUGrSkbnDPJEi83Xf3IoQQQtRSEpBdJycLzby5bB/bM4uwO93YXG7sTrdnu59O\nQ6u6YbSvH058qJEQox8hRj0hRj0t64RWP1jgRisvgH93Ukd0PrkSvvsr7P4fPPUL1G1/6eOddtjx\nOaydAuVn1DQfzf6o5miLSFKbPCUfmxBCiFucBGQ3kKIoFJbb2XnCxLbMInZkFrH7lAnbeYEagFYD\n3ZrEMLhDPfq2jCfA38cBy+7/weLRaj+x9EWVmzBrwlYGW2bAxo/AXnpuvdZPHYDgdoHbqS5B0XD/\nVGja99rehxBCCFFLSUDmY4qiYLa7KLU6KbE6MJkdrDt0hsU7s8gyWQg26LmjYSROt4LV7sLicOF0\nKzSPD6F9/XDaJYbTok7oxfOiXX0hYe6Dap+ymBYweu25psrL5bSrAwmKMtT+bUWZYC9TAzOtTu1z\ndmQV5KbBnc/CPa9d+bWEEEKIm4QEZLWU262w5XgB327PIv10MUY/HUY/LQF+OhQgLauE/DIbAAa9\nln6t4xnTsxEt6oRe/MRXqvC4muz23tehTtvrc40KDqvaH23rTIhvA0M+g+jG1/eaQgghhA9JQHaT\nUhSFLJOFXSdNpB4rZNGOU5TbXfRuFsPTvRpzR8NIr/2tDhcnC81kFpjJLDSTW2Klb8s4OjWIrOYK\ntcDBH2HJM+CwqAMKgmLU5sygGHWQQOO7ZeSm+P1xu8FWoqascdnB5VAXrU6tLdYb1dk/FBdYS9R9\nrSXq30lFLbPOT6111unV55V+rqiR9ju3r/Y61rILIS5JArLfiWKzg7lbMvh0YwaF5Xaig/1xuhXs\nTnUwgdPt/WvRaTW43Ar3t6nD+P7NSYgI9GzLLrawdNdp8kttvNyvOf56H/6jLjkNa99VmzfLz6j5\n1srzwe1Qm0+7PAe3Paym6RDiRlEU9b2ZtV0dSVzR/9Ht9O4PWd06l12dw9ZpU6dPs5eruQPNhWA1\nnZuN44bSqAGfMQwCItWR1IGR6kwiXs8jvJ97+oCed4/+QWAIlSBPiMsgAdnvjMXu4pvtJ0k/XYK/\nXou/Tou/Xkugv47EyEDqRwaSFBWE0U/LzLXHmLnuKIoCT3VPpn5kIIt3ZrHleAEVv8VB7evxwZ/a\noqlNNVFOuzq4YONHkJeujtS861m4fVTlBLZCXC23G4pPQO4+9f2WtVMNxMpyLn6c5mxtlWfRnXvU\n+as1XRU1Xv6B3kGOMVzdpvM/u/ipAY/TejaYs6rnN4aqgY8hRA2C3C71y4rLcV7wd+HPDnBVBIcX\n7Ou0qQGhpQjMRepjRaDosl3e66bRqmULCFfv52KPAZEQ2RBCEySIE7csCchucadNFt5dcYAlu04D\n0DA6iAfb1WNgu7os23Oa91ce4ulejRjXr3ml497+8QBuRaFn0xh6No0h7kan6lAUdaL1jR/B8bXq\nP/O7J6o1ZvJPXVwOtxtKs9XBJucvhcfU2SvsZef2jWwECZ2gXkeo1wnC65/XHHh20eh+f+9Bh0UN\nzCqCNEuR+txWeq75U6tTF3u5mrPQavJ+tBSd+9ntqHwNfYDaXzS6qZoaJyxB/bsOS1Cf+wdWPkaI\n3wkJyAQAB3JKsDvd3FYvzFMbpigKry5JY0HqCd4Y2Ion7mqAoigs2ZXFxKXpuNwKwQY9eaXqN+fm\n8SF0bhhJckwwDaODaBgdRN3wAHTaG1C7dnwdrJygztVZpy3c8zok95I+ZqIyu1lNYHxstRpsFWWo\niY3Pn2ZMoz0XBMS2VGe5iG0JMc3VWilxdRRFncmjIlgzF6jz9+YfVuftzT8ExafUfnIVdP5Q/y5o\ncq8680dMc/n7Fr8rEpCJi3K63IyZt51fDuQx5aE2rDmUxw97c+iUFMEHf2pHYmQAB3JKWXfoDGsP\nnWH3SRPl9nP/RI1+WlrWCaVNQjhtEsJokxBOw+ig6xOkud2Q9g388oaaWiM0AZr/EZrfB0ld1WYf\ncetx2iB7D5zYBEd/hczNavObzgCxzc8mKb5gCUuU94uvuV1nZ/rIUv+eT++Ew6vgzH51e1h9aPWg\nWiMef5sEZ+KmJwGZuCSL3cWw2VvYddKEn07Di/c2I6VHcpVBlaIonCm1cSy/nOP55RzOLSMtq5i0\n08WYzwZqBr2WRjHBNIkLpmlcCMEGPUVmOyazg8JyO3qthgfa1qVH05grC9wcVjUwO7Bc/QB2WtWO\nyvd/CK0HX+3LIWorRYGy3LNNjcchbx+c3Kp+kFf0f4ppAY36QOM+apAufQ5vPsWn1FyFB35Quyy4\nnRDdDNo8DO2fgJA4X5dQiCsiAZmokYIyG9NXH2VIxwRa1r38JhuXW+HomTL2nCrmYE4Jh3LLOJxb\nyuliq2efUKOeiCB/SiwOiswO6oYZebhTIn+6PZF64Vf4wWk3q01T696HMwfh6Q0QmXxl5xK1g7VY\n7VSff+RsX6/j5/p8Oczn9tP5Q512kHgHJHZWH0PifVRocV2UF8C+JbD3G7UGVGeAjsOh6wtqk7MQ\nNxEJyIRPlVodWB1uIgL90J+dbcDudLNqfy5fbj3BhiP5KAoE+usIC/DzLE3igunWOJq7kqMJC6xB\n01LxKfhPF7Wz8MgVaidsUXu5XWc7gZ8d4Vd8Ek5sUZfcNODsvxl9gNrEGNkQIhqefWyg/hxeX9Kh\n3EoKjsKGD2H3l4AG2j8G3V5U58wV4iYgAZmo1U4WmvkxLZu8Ehsmi4NiiwOT2U766RLMdhdaDdyW\nEM7dzWN5tHN9ooMvMs1S2rfwzZPQ6/+g17gbdxPi0qzFkLFBnZ7r2Bq1czcX/CvxC4LE29WO3Ymd\n1Y72wXHSd0h4M52ADVNh51z1+R0p0P1vajoRIWoxCcjETcnudLP7lIkNh/PZcCSfHSeK8NNpGdSu\nHqO6N6RJXEjVB377lBqY/eVnSOh4Ywt9q1MUNamvKVOtzSg8qj4WHIGcveqIOr9ASOoCddtDYPTZ\nRKSRar+gmBZSsylqrjgL1rwNu+aredq6v6QGZ343OD2PEDUkAZn4XTh2poxPNhzn2x2nsDrcdG4Y\nSZBBT5nNidnuxOpw84dWcTzXJRbjxz3UEXSj14Mh2NdF//1wOdU8UyWn1FqKokz10VTxeMK7jxca\ndTRjVDIk3K6mKUm4XSaTF9dWbjqsmgSHV6rvtz5/l1yFolaSgEz8rhSW25m/JZPle7Px06kzFAQZ\n9DhcbtYfzic5OojpXc20+OlRNZdRj5fU5i9p9qo5cyGcTFVzeVVMHWQuUPNJXcgQBhH1ITzp7FJf\n7dMTmaz29ZLgS9wox9bCz39XcxXGt4G+b6pfAoSoJSQgE7eM9YfP8MqivZwqsjAjeRP9z3yGxlEO\nUY2h3aPQ5hEIq+frYtYOtlI1d1fhMXWKoNKzS8HRc3mgKkYxhidCYJS6BERCaJ1zwVdAuG/vQ4jz\neXIVvqlOh9X4HugxVr6UiVpBAjJxSzHbnfxz5SE+3XicSL2DZ2P3cp/7V+KKdqhT3rQdptaaRTTw\ndVFvDHv52abFTDV3V84eNW/XmYN4daoPiFRTRoQlqukj6t8F9TpIHi9xc3JY4bfZajocq0n9YnHn\n09DqIRmZK3xGAjJxS9p7qphvtp9kzaEzZBaYSdLk8ELwLwxw/oxO40ZzMwZmFbVa2bvUR0uhOh2Q\ny3H28YKf7eVqU+P5gmLVQKtue3WJaQbB8TdtR2hFUSi2OMgtsVFQZsOtqF2HtBoNGsDhUjDbnVgc\nLix2F3aXG7dbQQHcCmhQU64EGvQE+ukI9NfhUhRsDjd2lxub04VeqyUi0J/wQD8igvyJCvLH6Kfz\n8Z2LGrGXq2kyUmeq0zUFx6n9y5J7q4NLZO5McQNJQCZuecfzy1l9II+f9+Vy/Phhxui+4zH9r2g1\n4KrfDf+W90GzfmoT3I1gN6sTNJ/fv0pR1ClkcvdBXrpam2UtBlsJWEvUwKooA0+tVkgdtUZL5392\n8bvg0R/0xnPzNUY0UJsZg6J91nTjdiuUWNWkwIqiEBVsINSo98ytClBmc5JtspBbYsNsd2J3ubE7\n1cVkcZBbYiWvxEZuiZXcUiu5JTbsTvcNv5eIQD/qhgdQNzyAOmFGAv31GPRaDH5aDHodEYF+xIcZ\niQ81Eh9mxF+npaDcTl6JjbxSKyVWB/UjA2kcG0JYgEzhdN253XDsV0idpaZdcdnOzp15JzS/Hzo8\nIbXB4rqTgEyI8+SWWFm+J5uNO/Zwe97X9NVtI1mTrW6MbaVOXG4MBUOo+qg3nq11sqmPTqsaIFlN\nasBkLVH7WCV1VZfoJmrA43aroxHzD52dUPnspMoFR6D07PV0BnW4viFEre2yFp8raFAMBEScK4cx\nXM3LVaedWsbrPH2Moigczitj10kTCeEBtE4II9RYdeDgcLk5U3o2SCpRg6Qcz8/q88JyOyazHfeF\nqcd0GqKCDAQadJwpsVFqc160XMEGPbGhBuJCjMSFGogLNRIbqv4cHWxAq9HgVhTcioKi4Bn4EeCv\nI8BPh79ei1ajQasBDeq+FocLs92F2e7EbHeh12rw16uBlb9ei8PlpqjcTpFZzZGXX2bjdLGVbJOF\n0yYrOSVWT+1bdTQaNeauSlyogaZxITSOVacaaxIbTJM4CdSuG7v57Lynq9Wp1/L2QUhd6DUe2j0m\nqVfEdSMBmRDVOHqmjM83ZfDbtq10dW/jwaA0GmjzMDhL0TvL0VyYuBRAo1XnzTSGqUGSIUQNtMpy\n1e1BMWqzSMFRcFrOHWcMU2cRiG56bmonW+m5GjBjKMS2hLhWauAVEHH9X4CzzHYneSU2zpTZOHam\njE1HC9h0tIAzpbZzt62B5Ogg2iaGY9DryCuxng26bBSU2yoFG346DbFng6bYECPRIf5nm/38iQj0\nQ6OBgjI7+WV2CspslNudxIaotUl1wozEhRoJNujx12vx12nx12sJC/AjyFB7PyzdbgW7y43V4aKg\n3E5usfoaZRdbsTlcxIQaiQ0xeO4ts6BcnWIsr5TDuWUcySvD4nB5zhcV5E9CZCAJEQEkRgRSPzKQ\nFnVCaB4fSoC/NJleM8fXwarXIWsbRDWBPq9C0/43bTO+qL0kIBPiEorNDhZuO8HnmzLJMqlBlAY3\nwVgJ1jkIDAgkOCiQoMBAIkICaRQTTPP4EJrFh9AgKgidBjUAy9yoLhaTWlMW3UQNwKKa+LSpsEJB\nmY392aXszy5hf3YJ+7JLOFloptzu8tovOthA18ZRdGkURcekCLJMVvacNLH7lIndp4pxuxXiztZK\nxYcZPYFURY1VXKiRyEB/tFcycfwtzO1WyDJZOJxXyqHcMjILyjlZaOFUkZkskwWHS/3Xq9VAckww\nreqG0j4xnI5JkbSoE+KZmkxcAUWBA8vhlzcg/6BaM17/LkjuqabOiG0pKVzEVZOATIgaUhSFwnI7\np01WskwWsost5JRYMZU7KDLbKTLbOVNq40Sh2dP0ZtBrSYoKJCFCrclIiAggNsRIgL/aQTzQX0eA\nn97zPMBfR6Cf7qIfnm632owW6K/z6l91oYqamIIyG/llNspsLjSc7dCuAZvTxcGcMk8AlndejVdc\nqIEWdUJpGB1EbIhacxMTYqBeRADJ0UEXva648VxuhawiC/vOBtL7TheTllVCTokVUAcmtEsMp2F0\nECFGP0KMekID/IgNMdC+fjixIVLbUyNuFxz5BY6tVvua5e07ty04Tu2TGZaofsHSG9V+Z3qj2rUg\npqk620Rw7NV/+VIUNR+gVqvm+pMkt78LEpAJcY1ZHS4O55ZxIKeEgzmlnCg0c6pIrckosV68D1SF\n6GB/6oUHUC8igHrhAbjckFlQTmahmZOFZmxON3qtRp1sPdCPEKMfdqcbs91Juc1Juc3l1bxVHT+d\nhsaxIbSoE0LLOqG0qBNK8/gQoi42J6i4aZw2WdiWWcT2jEK2nygip9hKicVZqT9bYmQAnZIi6ZAU\nQaekCJrGhaCTGsxLK81R52AtOArFJ6H4lPpoLlT7kzosVJqTNSASYpqrOfr8AkAfoDZ/uuxq7bnV\npD667OAfBP7B6qI3QFmeOrin5LTabxXOdZMIiFRzKrYaBM3vU7s5iJuKBGRC3EDFFgcFZTbMdpen\ns7jlbGdx9WcX5XYnuSVWThVZyCqykGWyoNVoSIpS+wklRQUSFWyg1OrAZHZgsjgosTgw6HUEG9QU\nDUH+OsID/YkO9icqyEBUsD8hRj2KwtmUDgp6rYb6kUH46+Xb9a3G6nBRYnVwstDCzhNFbMsoYltm\nEfll6od8sEFP+/rhdEyK4I+31aFpdXPDiotTlLOBVhGcOQB5B9TEymcOqX1EnRY1aHNY1BHQxnA1\nUDOGqwGYvRzsZeqjw6LWroXWg9C66qPiVs9tKVIH/pz8TU14qzdCk75qCo+m/SS32k1CAjIharmK\nPylpJhTXk6IonCqysC2zkO2ZRWzPNHEgpwRFgR5NY3iqe0O6NY6W92Ftpihw6jfY+zWkL4byMxAY\nDe2GQfsn1GZTUWtJQCaEEKJKheV2vtx6gjmbMjhTaqN5fAjDuzTgvjZ1qk1zImoJl1Pt67bjczj4\nI7id6kCEto9AiwEQGOnrEooLSEAmhBDiomxOF9/vzubj9cc4kFOKQa/lnpZxDGpXj57NYvCTEZy1\nW2muOiPBzrlqrkOtHhr1UaeKanG/mp5H+JwEZEIIIWpEURR2nypm8Y5TfL8nm8JyO2EBfrRLDKdt\nYjjtEsNokxBOtAwKqZ0URZ2vNu1bSFukDkAwhkOX56DzaAnMfEwCMiGEEJfN4XKz7tAZVqbnsvuU\niUO5pZ50L83jQ7inRRx9WsTSLiFccs7VRooCJ1Nhw4dwaIU6SrPrC3DHU+roTnHDSUAmhBDiqpXb\nnKSfLmHHiSJWH8hjW2YRLrdCdLA/97epy6juDUmIkMm6a6VT22HNW3BklToP7qNfQZ02vi7VLUcC\nMiGEENecyWxn7aEzrNyXy09pOSjAA23qMKZXI5rHS46sWunEFvjmL+q8uY/MV2ciEDeMBGRCCCGu\nq+xiC5+sP86CrScw213c0SCSRrFB1A0LoG54AImRgXRMipBktLVBcRbMG6x2/n9oJrQe7OsS3TIk\nIBNCCHFDmMx25m7OZNX+XLJMFvLL7J5tDaICGdOzEYM61MOgl8nRfcpSBF8+Cic2wR/ehjuf9vlc\nu7cCCciEEEL4hNXhIqfYyp6sYmavO8berGLiQ42M6t6QRzvXJ9Bf7+si3rocFvh2FBxYBsHxavNl\nw57qY1iCr0v3uyQBmRBCCJ9TFIX1h/OZseYIW44VUjfMyGsDWtG3ZZzMDuArbhfs/p/a2f/4OjDn\nq+uTukLPcdCwh9ScXUMSkAkhhKhVthwr4LWl6RzMLaVP81heH9CKxEgZoelTbjfkpavBWepMKM1W\nM//3HAfJvSQwuwYkIBNCCFHrOFxu5mzM4MNVh3C5FV64pwmjezSSjv+1gcOqZv1f/wGUnob6XaDf\nW1C3va9LdlO71nGLzJ8hhBDiqvnptDzVI5lf/taT3s1ieXfFQYbN3sJpk8XXRRN+RjWB7Au74I/v\nQ8FhmNUblj6rTtMkagUJyIQQQlwzdcIC+M/jHfjnw21Jzyqm/7T1rEjL9nWxBIDeoAZmz+1Qp1/a\nvRD+1RE2TgOXw9elu+VJQCaEEOKa0mg0DO6YwPLnu5MUFciYeTt4ZdEerA6Xr4smAIyh0PdNeDYV\nGnSFnyfCx3dDTpqvS3ZLk4BMCCHEddEgOohvxnRhdM9kvtx6kof/u1maMGuTqEbw6EIYOg9KTsOs\nXrD2Xakt8xEJyIQQQlw3/notr/RvwewnOnE8v5wH/rWB1GMFvi6WOF+LB+CZVGg5AFZPVmvLTu/y\ndaluORKQCSGEuO7ubRnHkme7EBbgx2Mfp/LF5gxqySB/ARAUBUM+hT/NhZJstbbsu+ehPN/XJbtl\nSEAmhBDihmgcG8KSv3alR9MYJi5NZ8KSNFxuCcpqlZYD4K+/wZ3PwK758FEH2PIfaca8ASQgE0II\nccOEGv34+IlOjO6ZzPzUE4yZtx2LXTr71yoB4Wqesqc3QUJHWDEePmwFS/8K+78HW6mvS/i7JAGZ\nEEKIG0qr1fBK/xZMeqAlq/bn8ujHWygst1/6QHFjxTSDxxfBsIVqlv99S2Hh4zClIcx/GHL3+bqE\nvysSkAkhhPCJEV0bMuPRDqSfLmHIfzZxosDs6yKJC2k00Kwf/OlzePkYDF8Gd46BU9tgZnc1ZYa9\n3Nel/F2QgEwIIYTP9L+tDvNHdaag3M4jsyQtRq2m84OG3aHvP+C57dB2mJpUdvqdcHCFr0t306tR\nQLZmzRpatGhBnTp1ePPNNy+5/5tvvklycjKJiYmMHTsWu12qooUQQlTt9gaRLHiqM6VWJ3/+JFWa\nL7+HP9MAACAASURBVG8GgZEw8N8wcgX4B8GXQ+GrJ2QqpqtwyYCsqKiIQYMGMXnyZE6cOMHq1atZ\nsaL6SHjJkiUsWbKE7du3s3//frZu3cqUKVOuaaGFEEL8vrSqG8bHwztxqsjCiM+2UmZz+rpIoiaS\n7oIx6+HuiWot2fQ7YNeXIClNLtslA7IffviB5ORkHnroIfz8/HjuuedYsGBBtfvPnTuXlJQUIiIi\nCA4OZujQoWzduvWaFloIIcTvT+fkKKaf7VOW8sU2bE4ZfXlT0PlB97/BmA0Q0xyWjIF5g8F00tcl\nu6lcMiA7ceIEHTt29DxPTk7m4MGD1Z9QqyUvL8/zfNeuXcTHx19lMYUQQtwK7mkZx7uD27DpaAHP\nf7lTgrKbSUxTGPkj9H8PTmyB/3SFPV/7ulQ3Df2ldnC73YSHh3ueBwUFYTKZqt1/+PDhPPLIIzgc\nDrKzs/nkk09Yu3ZtlfvOmjWLWbNmAXDmzJnLLbsQQojfocEdEyi2OHhj2T4e/ziV/z7ekahgg6+L\nJWpCq4XOKdC0LywaDYtGwaEVcN8/1fxmolqXrCGLioryCsDMZjM6na7a/e+//35WrlyJw+Fg48aN\n9O7dm+7du1e5b0pKCtu2bWPbtm3ExMRcQfGFEEL8Hj3ZrSEfDWvP7lPFPDhjI4dyJRnpTSWiAYxY\nDr0nQPpitbbs+Dpfl6pWu2RA1rVrV9atO/cipqamkpSUdNFjunTpwssvv0x2djbvvffe1ZdSCCHE\nLWdA27osTLkTq8PNQzM2sfpg3qUPErWHTg89x8Jffga9gf/f3p2H13gn/v9/ZRUJaSKyqQix7ylJ\nrC3KVBmtSluiUlTREeVj2tJ2Op/WDNr5mHZUW3vVNqhuylSrRWlICdFSS0UJjSWCCmLJ/v7+4ef8\nakhiSXKfkzwf1+WPc/I+9/065zru+3Xd577vtxY8dOVKzDMpViezS8UWsubNm8vX11fjxo3TunXr\nNHHiRA0YMKDYBU+ePFmPPPKIWrVqVSJBAQAVzz21fLViZAfVquapp+dv08dJnCjucGq2vnIlZueX\npV/WSO9FSV+/Il3OsDqZXbmp+5AtX75caWlpev755xUXF6fY2FgtW7ZM0dHRNxx/5MgRffDBB3rj\njTdKNCwAoOKp4VNZn4xopw71qmvcpz/p0+1HrY6EW+XuJXV+SRr9o9QyRto8TXrnHunAWquT2Q0n\nY+zjZiERERFKSkqyOgYAwE5l5eZr6IIkJRw8rX/1bak+99S0OhJu14nd0vJnpJM/S72mSK0HWZ3o\nlpV0b2HqJACAQ/Bwc9GcgRFqF+an5z/aqc9/PGZ1JNyuoGZXbpER1ln6z2hp3d+lggKrU1mKQgYA\ncBiV3V00d1Ck2tTx03Mf7dCHW1NlJz/04FZ5eEtPLJNaD5Y2vnXlFhm5WVansgyFDADgUCq7u2ju\n4Ah1qFddL322S6OW/qhzl3KtjoXb4eIm9Xpb6vY3afen0uzO0pGKObsPhQwA4HA83V01/6kojXuw\noVbvPqEeU+O1JeU3q2Phdjg5SR3HSE98LGWfl+Y+IH05TsquWPeeo5ABABySi7OT4jrX02dx7VXJ\nzUX952zRW98kq6CAnzAdUoMHpJGJUtQwaetsaVpbae+KCnNuGYUMAODQWtT00RejOuqxVjX17rcH\nNO7Tn5SXXzF24uVOpapSz39KT38jVapy5Uay09tIPyyU8rKtTleqKGQAAIfnVclVkx9roTHd6uuT\n7Uf17BImJndoIVHSnxKkR+dKrh7SylHS2y2kTVOky4XPp+3IKGQAgHLByclJY7o10Ku9mmj1nhMa\nMn+bLmbnWR0Lt8vFVWr+mPRMvPTk51JAY2nteGlKsyt3+j9Xvm57QiEDAJQrQzrW0VuPt9SWlDN6\nYs4Wrd2brqxcjpY5LCcnqW4XaeDnV8pZg+7SlhnS1BbS8j9JmelWJywR3KkfAFAufb3nhF74eKcy\ns/JU2c1F9zWorgeaBKlH8yB5urtaHQ93IuNXact0aft8yaeWNOgLqWpgmUYo6d5CIQMAlFvZefna\nknJGa/ae0Jq96Uo/n61QP0+9+XhLRdauZnU83KnDCdLix/7/UlbFv8xWzdRJAADcpEquLurUwF8T\nH2muzS911aKno1RgjPrO2qxJq/aW2U+Zl3LylJPHlZ8lrnYH6YmPrhwxW/CQdPG01YluG0fIAAAV\nysXsPL3+5c9anJiquv5e+nvvZmob5icXZ6cSX9dvF7I187uDWrj5VxkjNanhrfAQH4WH+Kh9XT8F\neHuU+DorpJTvpCV9pWp1pUH/kbz8Sn2V/GQJAEAJiN9/Si9++pPSzmWpehV3dWscqAeaBqp93ery\ncHO5o2Wfu5SrORtT9EHCIWXl5qt3+N3yr1pJO46c1a6j53Q5N18ebs4a062Bnu5YR24u/GB1xw6u\nl5bGSJV9pc4vS+EDrlypWUooZAAAlJCL2Xn6dt9JfbM3Xev3ndSF7DxVqeSqB5oE6qGWNdSxfvXr\nypIxRlm5BTqflavzl3N1PitXpzKzlXL6olJOXdSh0xe1L+28Lubk648tgvXnbvVVL6Cq7fV5+QVK\nTs/UO+t+0dd70tU42Fv/iG6uliE+Zf32y5+j26XVL0lHt0rVG0rdxksNe1y5UrOEUcgAACgF2Xn5\n2nzwN32164S+2p2m81l58vV00x+aBMpJTjp+7rKOn72s42ezdLmQc88CqlZSnepeqhdQRQPahKpJ\nDe8i1/n1nhN6bcUepWdmaVC72vqfrvXl6+VeGm+v4jBG2veFtPZv0m+/SLXvlfoulDxL9iIOChkA\nAKUsJ69A8ftPaeXO41q/76Q83F1Uw6ey7vbxUPBdleVftZK8PdzkXdlV3h5uqublrtrVvVSl0q3/\nRJaZlas3v07Wwi2/ysvdVUPvraOnO9ZRVQ+3UnhnFUh+nvTDfGn1X6RqYdKTyyXv4BJbPIUMAIBy\naH96pv71zX6t3nNCvp5u+lOnuhrUvvYdn89W4R2Kl5b2lzz9pIErpGp1SmSx3PYCAIByqEFgVc18\nsrVWPttBzWv66I2v9qnbv77TN3tOyE6OnTimOvdJg1ZK2eelDx6U0vdaneiGKGQAANiRFjV9tHBI\nlJYMbSNPdxcNX7Rdg+Zt08FTF6yO5rjubi099dWVk/vn9bhy1MzOUMgAALBD7etV16rR9+p/ezXR\nj79m6MG34/Xet79wtOx2BTSWhqyWqgRICx+Rvn/3ygUAdoJCBgCAnXJzcdbTHevo2xc6q3vTIL35\nzX69umKPCgrsp0g4FN/a0rBvpUY9pW/+Kn3ylJRtH0ceKWQAANg5/6qV9G7/e/TMfWFatOVXjVm2\ng6mYblelqlLfRVfuUbZ3hfR+N+n0AatTUcgAAHAETk5OerlnY734YCOt3Hlcwxcl6XJO2czFWe44\nOUkd/yzFfiZdSJfmdJH2fWlpJAoZAAAOZETnunojurm+239KT85N1LnLuVZHclx1u0jPfHflPmUf\n9pe+nSgVWFNyKWQAADiY/lG19F7/Vtp59Kz6zdqsk5lZVkdyXD61pCFfS/fESvH/vDJJ+aUzZR6D\nQgYAgAP6Y4tgzR0UqV9/u6THZ27WkTOXrI7kuNw8pIffk3q9LaV8J83qJKUmlmkEChkAAA7qvgb+\nWjysjc5eytWjM75X8olMqyM5LicnKeKpK0fLrt6v7LvJZfYTJoUMAAAH1qqWrz56pp0kqe+szdr+\na4bFiRxczdbSnzZKzaKl9ZOk+b2ks0dKfbUUMgAAHFzDoKr6dER7+Xq6acD7W7Tu53SrIzk2j7uk\nR9+X+sySTvwkTW8nLR8h7Vsl5V4ulVVSyAAAKAdCqnnqkxHtVT+gqoYv2q6Pkkr/qE651zJGeiZe\navRHKXmV9OET0uS60kcDS3xVriW+RAAAYInqVSpp6fC2GvHv7Rr3yU86lZmtuM515eTkZHU0x+VX\nV4qeJeXnSoc3Sj//58qRMnmX6Go4QgYAQDlSpZKr5g6KVO/wGvrn18n63xW7lZvPXf3vmIubVPd+\nqdcU6bl9Jb54jpABAFDOuLs6a0rfcAV5e2hWfIoOnb6o6U+01l2eblZHKx+cS/54FkfIAAAoh5yd\nr0y19M/HWmjroTN6ZHqCDp6yj4m0cT0KGQAA5djjESFaOqytzl/O1SPTEhS//5TVkXADFDIAAMq5\niNrVtOLZDrrbp7Kemr9N8xMOyRhjdSz8DoUMAIAKoKavpz4d0V73NwrQ+P/s1Sufc7K/PaGQAQBQ\nQXhVctWs2NYa0bmuliSm6sm5icq4mGN1LIhCBgBAheLs7KQXH2ykKf1a6ofUs+o9LUEbkk/yE6bF\nKGQAAFRAfe6pqaXD2srJSRo8b5ti5yZq97FzVseqsChkAABUUK1DfbXmz530aq8m2nP8vB56b5Oe\nW7ZDh05ftDpahcONYQEAqMDcXZ01pGMdPdq6pqZvOKB5CYf12Y/H1Lmhvwa1r61O9f3l7MzUS6WN\nQgYAAHRXZTe93KOxnu5YR0sSU7U4MVVPzdumOtW9FH3P3YqoXU0tQ+6SpzvVoTTwqQIAAJuAqh4a\n062B4jrX01e707Tg+8N6a81+SZKLs5OaBHurfT0/jexST94eTMVUUihkAADgOu6uzuodfrd6h9+t\ns5dy9GPqWf2QmqHtv2bo/Y2H9MXONL3Vt6XahvlZHbVcoJABAIAi+Xi6q0ujAHVpFCBJ+jE1Q39e\ntkP952zR8HvD9NwDDVTJ1cXilI6NqywBAMAtuaeWr1aNvlcxkbU0Kz5Fvd9L4MrMO0QhAwAAt8yr\nkqveiG6uuYMidDIzW9HTE7T91wyrYzksChkAALhtXRsH6rMR7XVXZTc9MWeLVu8+YXUkh0QhAwAA\nd6R2dS99OqK9mtTw1ojF2zUv4ZDVkRwOhQwAANwxvyqVtGRoW/2hcaD+9p+9mvjFXhUUMD/mzaKQ\nAQCAElHZ3UUzYltrcPvaen/TIY1a+qOycvOtjuUQuO0FAAAoMS7OTnrtoSa626eyJn35s05mZmnO\nwAj5eLpbHc2ucYQMAACUKCcnJw27L0zvPXGPdh45p+gZ3+vImUtWx7JrN1XINmzYoMaNGys4OFgT\nJkwodvzUqVNVq1Yt+fv7a+jQocrKyrrjoAAAwLH0alFD/x7aRr9dyFGf6Qn66ehZqyPZrWILWUZG\nhvr06aNJkyYpNTVV69ev1+rVqwsdv2/fPs2YMUO7d+/WkSNHdOzYMb377rslGhoAADiGqDrV9OmI\n9vJwc1G/WVv07b50qyPZpWIL2ZdffqmwsDBFR0fLzc1No0aN0pIlSwodv3v3brVo0ULe3t7y8PBQ\nx44d9euvv5ZoaAAA4DjqBVTRZ3HtVS+gioYuSNKSxFSrI9mdYgtZamqqWrdubXscFham5OTkQse3\nbNlSGzZs0J49e3Ts2DEtXbpUPXv2LJm0AADAIQVU9dCHw9uqUwN//WX5Lk1evU/GcFuMq4q9yrKg\noEA+Pj62x15eXjp7tvDfgOvXr6/u3bsrJiZGzs7OCgkJUdeuXW84dvbs2Zo9e7Yk6dSpU7eaHQAA\nOBCvSq6aMzBC/7tij6ZvOKgqHq6K61zP6lh2odgjZH5+ftcUsEuXLsnFpfAZ3ZcsWSJ3d3ft2rVL\nO3fuVGRkpEaOHHnDscOHD1dSUpKSkpLk7+9/G/EBAIAjcXVx1ut9mqlXi2C9+XWyNv7CARnpJgpZ\nhw4dFB8fb3ucmJio0NDQQsfHx8erWbNmtsft2rXTpk2b7jAmAAAoL5ycnDT5sRaqH1BVo5f+yC0x\ndBOFrHnz5vL19dW4ceO0bt06TZw4UQMGDCh0fP369bV06VJt375dSUlJ+r//+z+1aNGiREMDAADH\n5unuqplPtlZegdGIxdsr/B39b+o+ZMuXL1daWpqef/55xcXFKTY2VsuWLVN0dPR1Y+Pi4tS0aVN1\n795dHTp0kIuLi6ZMmVLiwQEAgGOrU91Lb/cL1+5j5/XK8t0V+iR/J2Mn7z4iIkJJSUlWxwAAAGXs\nX2v26511v+i1h5roqQ51rI5zU0q6tzCXJQAAsNSYrvX1c9p5/f2LvQr09lDP5sFWRypzzGUJAAAs\n5ezspHdi7lGrWr4a8+EObUn5zepIZY5CBgAALFfZ3UVzB0Wolp+nhi1M0r4T562OVKYoZAAAwC74\neLprwZAoebq7aNAHW3Xs7GWrI5UZChkAALAbd/tU1oIhUbqUk6/o6Qn67IejKiiwi+sPSxWFDAAA\n2JVGQd5aMrStAr099NxHO/XI9ARtO3zG6lilikIGAADsTvOad+nzuA76V9+WOnk+W4/P3Kxnl/yg\nc5dzrY5WKihkAADALjk7Oym6VU19+0InjelWX1/vOaHo6Qn69beLVkcrcRQyAABg1zzdXTWmWwMt\nerqNfruYo0emJSixnN0ag0IGAAAcQtswP30e10G+Xu6KnZuoj5OOWB2pxFDIAACAw6hd3UvLR3RQ\nVJ1qGvvJT/pg0yGrI5UIChkAAHAod3m6af5TUereNFATVu3V6t1pVke6YxQyAADgcNxcnDU15h6F\nh/jofz7coR9SM6yOdEcoZAAAwCF5uLlozsAIBXp7aNiCJIe++pJCBgAAHFb1KpU0/6lI5Rujp+Zt\nU8bFHKsj3RYKGQAAcGhh/lU0Z2CEjp69rJjZW3TgZKbVkW4ZhQwAADi8yNrVNHdQhE5dyNZD7ybo\nk+1HrY50SyhkAACgXLi3vr+++p971TLkLr3w8U49t2yHLmTnWR3rplDIAABAuRHo7aHFQ9tqTLf6\n+nzHMfWZluAQpYxCBgAAyhUXZyeN6dZAHwyO1MFTFzR+5R6rIxWLQgYAAMqlzg0DNLJLPX2y/ai+\n+Om41XGKRCEDAADl1uiu9dUyxEd/+WyXjp+9bHWcQlHIAABAueXm4qyp/cKVV2D03Ec7lF9grI50\nQxQyAABQrtWu7qXxDzXVlpQzmrMxxeo4N0QhAwAA5d7jETXVo1mQ3vw6WUmHz1gd5zoUMgAAUO45\nOTnpjejmCqnmqSHztyn5hH3dzZ9CBgAAKgQfT3ctHBIlDzcXDfwgUUfOXLI6kg2FDAAAVBgh1Ty1\n8OkoXc7J18APtur0hWyrI0mikAEAgAqmUZC3PhgcqeNnL+upedvs4k7+FDIAAFDhRNSuphmxrbQ3\n7bwen7lZh09ftDQPhQwAAFRI9zcK1PsDI3T87GU99O4mrd59wrIsFDIAAFBhdWkUoC9GdVSYv5f+\n9O/tmvjFXuXmF5R5DgoZAACo0EKqeeqjP7XToHahen/TIT0243tt/7Vs71VGIQMAABVeJVcX/a13\nM017opXSzmXp0RmbNeLf28vs3DLXMlkLAACAA/hji2B1aeSv9zce0szvDmrN3nQ9HlFTDQOrytfL\nXdW83OXr6V7i66WQAQAA/I6nu6tGd62vmKgQTVnziz5OOqK8/5qUvHoJr5NCBgAAcAMBVT30RnRz\nTXykmc5dztWZiznKuJSjMxdz9Mrakl0XhQwAAKAILs5Oqvb//Vx51SslvA5O6gcAALAYhQwAAMBi\nFDIAAACLUcgAAAAsRiEDAACwGIUMAADAYhQyAAAAi1HIAAAALEYhAwAAsBiFDAAAwGIUMgAAAItR\nyAAAACxGIQMAALAYhQwAAMBiFDIAAACLUcgAAAAsRiEDAACw2E0Vsg0bNqhx48YKDg7WhAkTihw7\nZ84cBQUF2f4FBATI2ZneBwAAUJhim1JGRob69OmjSZMmKTU1VevXr9fq1asLHT9s2DCdOHHC9m/y\n5Mnq169fiYYGAAAoT4otZF9++aXCwsIUHR0tNzc3jRo1SkuWLLmphefk5GjSpEmaOHHiHQcFAAAo\nr4otZKmpqWrdurXtcVhYmJKTk29q4YsXL1abNm1Ut27d208IAABQzrkWN6CgoEA+Pj62x15eXjp7\n9uxNLXzq1KmaM2fO7acDAACoAIo9Qubn53dNAbt06ZJcXFyKXXBSUpLy8vIUGRlZ6JjZs2crIiJC\nEREROnXq1E1GBgAAKF+KLWQdOnRQfHy87XFiYqJCQ0OLXfDixYvVt2/fIscMHz5cSUlJSkpKkr+/\n/03EBQAAKH+KLWTNmzeXr6+vxo0bp3Xr1mnixIkaMGBAsQtesWKFHnzwwRIJCQAAUJ7d1A3Cli9f\nrrS0ND3//POKi4tTbGysli1bpujo6BuOT0lJUXp6ulq1alWiYQEAAMojJ2OMsTqEJEVERCgpKcnq\nGAAAAMUq6d7CLfQBAAAsRiEDAACwGIUMAADAYhQyAAAAi1HIAAAALEYhAwAAsBiFDAAAwGIUMgAA\nAItRyAAAACxGIQMAALAYhQwAAMBiFDIAAACLUcgAAAAsRiEDAACwGIUMAADAYhQyAAAAi1HIAAAA\nLEYhAwAAsBiFDAAAwGIUMgAAAItRyAAAACxGIQMAALAYhQwAAMBiFDIAAACLUcgAAAAsRiEDAACw\nGIUMAADAYhQyAAAAi1HIAAAALEYhAwAAsBiFDAAAwGIUMgAAAItRyAAAACxGIQMAALAYhQwAAMBi\nFDIAAACLUcgAAAAsRiEDAACwGIUMAADAYhQyAAAAi1HIAAAALEYhAwAAsBiFDAAAwGIUMgAAAItR\nyAAAACxGIQMAALAYhQwAAMBiFDIAAACLUcgAAAAsRiEDAACwGIUMAADAYhQyAAAAi1HIAAAALEYh\nAwAAsBiFDAAAwGIUMgAAAIvdVCHbsGGDGjdurODgYE2YMOGmFlxQUKC2bdtq0aJFdxQQAACgvCu2\nkGVkZKhPnz6aNGmSUlNTtX79eq1evbrYBb/zzjvy8PDQk08+WSJBAQAAyqtiC9mXX36psLAwRUdH\ny83NTaNGjdKSJUuKfM2hQ4f0t7/9TdOnTy+xoAAAAOVVsYUsNTVVrVu3tj0OCwtTcnJyka8ZNWqU\nvLy89NJLL2ns2LHKyMi486QAAADllGtxAwoKCuTj42N77OXlpbNnzxY6ftu2bVq1apVefvlltW/f\nXu+995569+6t+Pj468bOnj1bs2fPliTt3r1bERERt/MeytypU6fk7+9vdYyb4ihZHSWnRNbSQtbS\nQdbSQdbS4UhZ9+3bV7ILNMWYMWOGGTZsmO3xzp07TePGjQsdP2XKFBMVFWV7fPLkSSPJnDp1qsj1\ntG7durgodoOsJc9RchpD1tJC1tJB1tJB1tJRkbMW+5Nlhw4drjm6lZiYqNDQ0ELHu7q6qnbt2rbH\nlStXlouLi6pWrXpHxREAAKC8KraQNW/eXL6+vho3bpzWrVuniRMnasCAAYWO7969u+Lj45WSkiJj\njN5880116NBBlSpVKtHgAAAA5YXL+PHjxxc3qFevXvrss8+0aNEiDRkyRHFxcVq2bJleffVV9evX\n75qxfn5+qlOnjp555hm99tprOnfunBYuXChfX99iw/z+4gF7R9aS5yg5JbKWFrKWDrKWDrKWjoqa\n1ckYY0psaQAAALhlTJ0EAABgsVItZLt27VLz5s1tj48fP66OHTsqKChITZs21dq1a21/mzp1qmrV\nqiV/f38NHTpUWVlZkqTc3FwNHTpU/v7+atOmjQ4cOGB51gkTJigsLEwhISEaO3ascnJyLM26d+9e\n3X///QoODlZUVJQSExNtfytq2qtXXnlFAQEBatq0qbZu3Wp51huNl+zzc501a5YCAwPl7u6uxx57\nTBcuXCizrLeS8/Dhw4qNjVXnzp01fvx4ZWdnl1nOW8161cmTJxUQEKDDhw/bnrO37+oDDzwgf39/\nBQUFKSgoSPPmzZNkv5/rjaays7esc+bMsX2eQUFBCggIkLOzs11mlexvn1VUViv3WTfaVha13l27\ndikiIkIBAQGKi4tTQUGB7W/vvfeegoODVbduXa1atcryrNKVrlCjRo3rlnVb26wSvWbzd7Zv327q\n1KljQkNDbc/179/fzJgxwxhjzPr1642Pj4/Jzs42P//8s2nYsKE5d+6cuXz5snnwwQfN5MmTjTHG\nvPrqq6Zdu3YmMzPTrF271rRp08bSrMuXLzetWrUyZ86cMZmZmea+++4zf//73y3LWlBQYMLDw82C\nBQuMMcasXLnS3HXXXSYzM9OcOXPG+Pj4mE8//dTk5OSYLl26mK+++soYY8wHH3xg6tWrZ9LT082e\nPXtMvXr1TE5OjmVZbzT+Knv7XBMTE03t2rXN9u3bzenTp02bNm3MpEmTyiTrreTMyckxjRo1MgsX\nLjTJycmmS5cu5vXXXy+TnLea9fceeeQRI8kcOnTIGGOf31V/f39z8eLF65Zjr5/rlClTTKdOnRwi\n61Xz5s0zMTExdpnV3vZZRWW1cp9V2LaysPXm5uaaunXrmrfeesvk5+ebgQMH2vbD3377ralWrZr5\n5ZdfzPHjx03dunVNenq6ZVmNMSYlJcWEh4eb/65St7vNKrVCFhsba1auXHnNzrVp06Zmz549xpgr\nXyB3d3dz6tQp8/HHH5vHH3/cNm7ixIlm5MiRxhhj6tWrZ1auXGn7W8uWLc3BgwctyxodHW1mzpxp\nGzdt2jTTq1cvy7L+9NNPJigo6Jox/v7+Jikpyfz73/82rVq1sj3/2WefmSeffNIYY0y3bt3MO++8\nY/vbww8/bNatW2dZ1huNv8rePtcff/zRbNu2zfb8X//6V9u9+ko7663kTE1NNe+++67t+XfeecfE\nxsaWSc5bzXrVvHnzTJcuXUytWrVshczevqsHDx40zZo1u+Fy7PFzTUlJMT4+PrbtmT1nvSo7O9vU\nq1fPHDhwwC6z2ts+q6isVu6zCttWFrbeTZs2GX9/f5OXl2eMMeaHH34w9957rzHGmKFDh5rnnnvO\n9prRo0ebuXPnWpb1aob169dfV8hud5tVaj9ZLly48Lqfnlq3bq1Zs2bpwoULmj59usLDw1W9enW1\nbNlSGzZs0J49e3Ts2DEtXbpUPXv2lHT91E116tQpduqm0szq7OyskydP2sbt2LFDQUFBlmV1ENGv\nBQAACN1JREFUdnbWxYsXdenSJUnS0aNHdebMGQUGBhY57dXtTIlVmllvNP4qe/tcw8PDbbNKGGO0\natUq3XvvvWWS9VZyhoSE6Nlnn5Uk7d+/X3PnzlX//v3LJOetZr2aafz48VqwYIGcnJxsr7O37+rW\nrVuVnp6umjVrys/PT3FxccrLy7thVnv4XAubys4es161ePFitWnTRnXr1rXLrPa2zyoqq5X7rMK2\nlYWtNzU1VeHh4XJxcZFUtvusW80qSW+//bY6d+583bJuN2uxUyfdrt9vUK8aO3asunbtqh07dmjv\n3r22Scrr16+v7t27KyYmRs7OzgoJCVHXrl0l3frUTaWdddCgQYqJiVFubq7S0tI0d+5cfffdd5Zl\nbdKkiRo3bqwePXqoR48emj9/vjp16qSaNWsWmcfest5o/FX2mPWqefPmKSsry1Z0Sjvr7eRct26d\nYmJi1LBhQ3Xq1KlMct5qVmOMBg8erDfeeEMhISHXvM7esrq6uurFF1/U6NGjlZmZqe7du2v+/Pka\nOnSo3WUtaio7e8v6e1OnTtWcOXNsj+0xqz3ts4rKavU+66rfbyuHDBlyw/Vavc+6laxSye+zyuwq\ny4KCAvXv31/ff/+9vvvuO+3atUtDhgzRgQMHtGTJErm7u2vXrl3auXOnIiMjNXLkSElX7mv2+zdy\n6dIlW3u2ImuvXr30zTffKDc3VwkJCerSpYvt6IgVWZ2cnLRmzRo9+uijOnDggJKTk/Xaa68Vm8fe\nshbFXrMmJydr3LhxWrRokVxdXS3JejM5u3btqmPHjikkJEQvvviiJTmLyzp16lQFBwfbiu3v2VvW\nxx57TM8//7zc3NxUrVo1DR48WKtXr7bLrAkJCYqKitLrr7+uXr16adGiRdq4caNOnz5td1mvSkpK\nUl5eniIjI23P2VtWe9tnFZXVHvZZ/72tLGy99rDPutmsRbndrGVWyE6ePKkjR47YDkEHBQWpRo0a\nSkpKUnx8vJo1a2Yb265dO23atEnStVM3FRQUKCkpqcipm0o7qyS1b99e48aNU1pamv75z3/aXmdF\nVkny9vbW6NGjFRwcrN69e+u+++67Lo907bRXtzolVmlnLYq9fa6SlJGRod69e+v111+/5tC0FVkL\ny5mammr7f+Tu7q5+/frpp59+sixnUVk/+ugjffPNN7Yr7I4cOaLIyEitWLHC7r6rH3744TU/AR09\netS2sbW3z7WoqezsLetVixcvVt++fa95zt6y2ts+q6iskrX7rBttKwtbb1RUlHbs2GG7YrWs91m3\nkrUot531Tk6CK86hQ4dsJx3m5uYaHx8fM23aNLNv3z4zZ84c4+bmZnbt2mXefPNNExkZaZKSksy2\nbdtMp06dbCdMrl692oSGhpq1a9eaF154wdSvX9/k5+dblvWql156yQwePPiaZViR9aqTJ0+a6tWr\nm/3791/zfNu2bc3YsWPN2rVrTa1atcyiRYuMMcbs2rXL+Pv7m5UrV5q33nrL+Pn5mYyMDEuzFjbe\n3j7XnJwc065dOxMXF3fdMsoi683m3L17t/H19TXJyckmLy/P9O/f37z00ktllvNWsv630NBQ20n9\n9vZdHTNmjBk2bJjJzMw0SUlJJjAw0HzyySfGGPv7XPfv32+CgoLMwYMHTUFBgXnttdfMfffdZ5dZ\nr6pTp45JTEy85jl7y2pv+6yisl5lxT6rsG1lUeuNiYkxsbGxZuPGjSY8PNxMmDDBGGNMenq68ff3\nN4sWLTILFiwwVapUMb/88oulWa/67yp1u9usMitkxlx5Y82aNTOVKlUyAQEBZtq0acYYYy5dumQG\nDx5s/Pz8jLu7u7n//vvN0aNHba9buHChiYyMND179jT79u2zNKsxxqSmppqAgACTlpZ23XKsyGqM\nMXFxcWbs2LHXjU1LSzOxsbGmZcuW5h//+Mc1f/vqq69Mhw4dTOfOnc3mzZstz1rYeGPs63NdsWKF\nkWSqV69uAgMDTWBgoOnTp0+ZZb2Vz3TevHkmNDTUBAcHm6FDh5qsrKwyy3mrWX/v94XMGPv6rp47\nd848/PDDxtPT0zRo0OCabYMx9ve5fvLJJ6Zp06bGz8/PtG/f3qSkpNht1oMHDxpPT0+Tm5t73d/s\nKas97rMKy2qMdfusoraVha33/PnzZuTIkaZFixbmhRdeuOZ2EVu3bjXdunUzbdq0MV988YXlWa+6\n0bGt29lmMXUSAACAxZg6CQAAwGIUMgAAAItRyAAAACxGIQMAALAYhQwAAMBiFDIAAACLUcgAAAAs\nRiEDAACwGIUMgMOYOnWq+vTpY3s8e/ZsPfzww8rIyNCAAQMUHBysevXqaeXKlde8JjQ0VDVq1NCg\nQYOUn58vSTp8+LBq166t77//XlFRURo+fHiZvx8AuIpCBsBh9OvXT2vWrFFmZqYk6eOPP1ZsbKzG\njBmjsLAwHTlyRB9++KEGDx6sCxcu6MSJE1q6dKkSEhJ05MgR7d27V2vWrLEtLyMjQ3/5y180c+ZM\nvfXWW1a9LQAQUycBcCgPPPCABg4cqB49eqhhw4Y6evSoatasKScnJ7m4uEiSLl68qISEBLVo0ULJ\nyclauXKlEhMTtWrVKs2YMUODBw/W4cOH1aBBA+3bt09hYWEWvysAFZ2r1QEA4FY88cQTWrZsmbKz\ns/Xwww/Lw8NDkrRmzRqFh4dLks6ePSsvLy99//336tOnj8aPH6+XX35Znp6e1yyrRo0alDEAdoGf\nLAE4lOjoaG3cuFFz587VgAEDJEk9e/bUtGnTlJ+fr4MHDyokJETHjx/X5s2b1bhxY9v5Yb//uRIA\n7AmFDIBD8fb21h/+8AelpqaqS5cukqS3335bmZmZCgkJUffu3TVz5kyFhoYqJiZGly9fVkBAgF54\n4QVFREQoOTnZ4ncAANfjHDIADiU3N1f/+Mc/lJmZqcmTJ1sdBwBKBOeQAXAoNWrUUGBgoL7++mur\nowBAieEIGQAAgMU4hwwAAMBiFDIAAACLUcgAAAAsRiEDAACwGIUMAADAYhQyAAAAi/0/KXM/qH5q\n5goAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13591c06c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table=top1000.pivot_table(values='prop',index='year',columns='sex',aggfunc=sum)\n",
    "table.plot(title='前1000个名字在总人数中占的比例的趋势',yticks=np.linspace(0.6,1.1,6),\n",
    "           xticks=range(1880,2020,10),figsize=(10,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "116"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=boys[boys.year==2010]\n",
    "prop_cumsum=df.sort_values(by='prop',ascending=False).prop.cumsum()\n",
    "# prop_cumsum[:10]\n",
    "prop_cumsum.searchsorted(0.5)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2=boys[boys.year==1900]\n",
    "prop_cumsum=df2.sort_values(by='prop',ascending=False).prop.cumsum()\n",
    "# prop_cumsum[:10]\n",
    "prop_cumsum.searchsorted(0.5)[0]      #返回以为ndarray数据类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_quantile_count(group,q=0.5):\n",
    "    group=group.sort_values(by='prop',ascending=False)\n",
    "    return group.prop.cumsum().searchsorted(q)[0]+1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###searchsorted\n",
    "返回一个ndarray对象；<br>\n",
    "需取零否则报错，不取[0]返回的dataframe对象的每一个value为一个ndarray对象，取[0]→得到具体的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: 'year' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: 'sex' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[1880, 2020, 0, 250]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwsAAAGJCAYAAADFQa9AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1zAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13591c065f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diversity=top1000.groupby(['year','sex']).apply(get_quantile_count)\n",
    "diversity=diversity.unstack('sex')\n",
    "diversity.plot(title='前1000中，占50%人数的名字种类',figsize=(13,6))\n",
    "plt.axis([1880,2020,0,250])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAIyCAYAAADWojwJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nADCgIAMAAAAGFGQAAADAgIIMAAAAGPwPJBgHPjTQdRMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13596763d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_last_letter=lambda x:x[-1]\n",
    "last_letters=names.name.map(get_last_letter)\n",
    "names['last_letter']=last_letters\n",
    "last_letter_table=names.pivot_table(values='births',index='last_letter',\n",
    "                                    columns=['sex','year'],aggfunc=sum)\n",
    "subtable=last_letter_table.reindex(columns=[1910,1960,2010],level='year').fillna(0)\n",
    "letter_prop=subtable / subtable.sum().astype(float)\n",
    "fig,axes=plt.subplots(2,1,figsize=(10,8))\n",
    "letter_prop['M'].plot(kind='bar',rot=0,ax=axes[0],title='Male')\n",
    "letter_prop['F'].plot(kind='bar',rot=0,ax=axes[1],title='Female',legend=False)\n",
    "fig.tight_layout()\n",
    "# plt.subplots_adjust(hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###subtable.sum和subtable.sum()区别<br>\n",
    "前者返回一个method对象，后者调用方法，返回一个Series\n",
    "\n",
    "###调整subplots子区域之间的间距<br>\n",
    "####1.fig.tight_layout()<br>\n",
    "####2.subplots_adjust\n",
    "```python\n",
    "plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=None, hspace=None)<br>\n",
    "left  = 0.125  # the left side of the subplots of the figure\n",
    "right = 0.9    # the right side of the subplots of the figure\n",
    "bottom = 0.1   # the bottom of the subplots of the figure\n",
    "top = 0.9      # the top of the subplots of the figure\n",
    "wspace = 0.2   # the amount of width reserved for blank space between subplots\n",
    "hspace = 0.2   # the amount of height reserved for white space between subplots\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1359680ac50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAAFSCAYAAABCE/MiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKUNNkiQppgw1SZKkmPoDUd/5YbkTLUcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359700f080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "last_letter_prop=last_letter_table/last_letter_table.sum().astype(float)\n",
    "dny_ts=last_letter_prop.loc[['d','y','n'],'M'].T\n",
    "dny_ts.plot(figsize=(10,5),title='男性名字以d、y、n结尾的趋势',xticks=range(1880,2021,10))\n",
    "# plt.axis([1880,2020,0,0.4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\pandas\\core\\reshape\\pivot.py:135: FutureWarning: 'year' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  grouped = data.groupby(keys)\n",
      "D:\\Python\\Anaconda3\\envs\\tensorflow\\lib\\site-packages\\pandas\\core\\reshape\\pivot.py:135: FutureWarning: 'sex' is both a column name and an index level.\n",
      "Defaulting to column but this will raise an ambiguity error in a future version\n",
      "  grouped = data.groupby(keys)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1359d1456a0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAFCCAYAAAApNnOBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1359d177588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_names=top1000.name.unique()\n",
    "mask=np.array(['lesl' in x.lower() for x in all_names])\n",
    "lesley_like=all_names[mask]\n",
    "\n",
    "filtered=top1000[top1000.name.isin(lesley_like)]\n",
    "\n",
    "lesley_table=filtered.pivot_table(values='births',index='year',columns='sex',aggfunc=sum)\n",
    "lesley_table=lesley_table.div(lesley_table.sum(1),axis=0)\n",
    "lesley_table.plot(style={'M':'k-','F':'k--'},figsize=(10,5))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
